Human mobility behavior in COVID-19: A systematic literature review and bibliometric analysis

F Benita - Sustainable Cities and Society, 2021 - Elsevier
This article maps the scientific literature in human mobility behavior in the context of the
current pandemic. Through bibliometrics, we analyze the content of published scientific …

Smart literature review: a practical topic modelling approach to exploratory literature review

CB Asmussen, C Møller - Journal of Big Data, 2019 - Springer
Manual exploratory literature reviews should be a thing of the past, as technology and
development of machine learning methods have matured. The learning curve for using …

Stereoty** Norwegian salmon: An inventory of pitfalls in fairness benchmark datasets

SL Blodgett, G Lopez, A Olteanu, R Sim… - Proceedings of the …, 2021 - aclanthology.org
Auditing NLP systems for computational harms like surfacing stereotypes is an elusive goal.
Several recent efforts have focused on benchmark datasets consisting of pairs of contrastive …

Word embeddings: What works, what doesn't, and how to tell the difference for applied research

PL Rodriguez, A Spirling - The Journal of Politics, 2022 - journals.uchicago.edu
Word embeddings are becoming popular for political science research, yet we know little
about their properties and performance. To help scholars seeking to use these techniques …

Measurement and fairness

AZ Jacobs, H Wallach - Proceedings of the 2021 ACM conference on …, 2021 - dl.acm.org
We propose measurement modeling from the quantitative social sciences as a framework for
understanding fairness in computational systems. Computational systems often involve …

Who leads? Who follows? Measuring issue attention and agenda setting by legislators and the mass public using social media data

P Barberá, A Casas, J Nagler, PJ Egan… - American Political …, 2019 - cambridge.org
Are legislators responsive to the priorities of the public? Research demonstrates a strong
correspondence between the issues about which the public cares and the issues addressed …

Applying LDA topic modeling in communication research: Toward a valid and reliable methodology

D Maier, A Waldherr, P Miltner… - Computational …, 2021 - taylorfrancis.com
Latent Dirichlet allocation (LDA) topic models are increasingly being used in communication
research. Yet, questions regarding reliability and validity of the approach have received little …

Text as data

M Gentzkow, B Kelly, M Taddy - Journal of Economic Literature, 2019 - aeaweb.org
An ever-increasing share of human interaction, communication, and culture is recorded as
digital text. We provide an introduction to the use of text as an input to economic research …

Abductive coding: Theory building and qualitative (re) analysis

L Vila-Henninger, C Dupuy… - Sociological …, 2024 - journals.sagepub.com
Qualitative secondary analysis has generated heated debate regarding the epistemology of
qualitative research. We argue that shifting to an abductive approach provides a fruitful …

Social data: Biases, methodological pitfalls, and ethical boundaries

A Olteanu, C Castillo, F Diaz, E Kıcıman - Frontiers in big data, 2019 - frontiersin.org
Social data in digital form—including user-generated content, expressed or implicit relations
between people, and behavioral traces—are at the core of popular applications and …